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Syafril Syafril
Assessment Institute for Agricultural Technology
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Journal : Bulletin of Computer Science Research

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Deteksi Pelanggaran Tata Tertib Siswa Sistem Cerdas Menggunakan Face Recognition dengan Metode Convolutional Neural Network Syafril, Syafril; Yuhandri, Yuhandri; Sovia, Rini
Bulletin of Computer Science Research Vol. 5 No. 5 (2025): August 2025
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bulletincsr.v5i5.753

Abstract

Student disciplinary violations are a social problem increasingly common in schools and can negatively impact students' academic and moral development. This phenomenon requires an effective identification system so that prevention and mitigation efforts can be carried out quickly and accurately. This research aims to develop a student face detection system based on Digital Image Processing (DIP) technology that functions to identify and classify adolescent disciplinary violations. The designed system utilizes a camera as an image acquisition device, then processes it to detect the presence of student faces in real-time. The face detection process is carried out using the Haar Cascade Viola-Jones method, which is known to be able to recognize faces with high speed and accuracy. Once a face is detected, the system continues the analysis process using the Convolutional Neural Network (CNN) method to classify facial expressions and behavioral patterns that could potentially indicate violations. The integration between Haar Cascade and CNN allows the system to work efficiently in identifying signs of negative behavior based on visual data. System testing shows satisfactory results, with a high level of facial detection accuracy and fairly reliable behavior classification capabilities. This technology has the potential to be used as a monitoring tool in the school environment, allowing teachers and school management to quickly identify students who need special attention. With the implementation of this system, it is hoped that schools will be able to provide timely guidance, prevent the escalation of deviant behavior, and create a more conducive learning environment. The use of digital image processing-based technology for detecting and classifying student behavior is a relevant innovation in the modern education era, while also supporting efforts to prevent juvenile disciplinary violations through a systematic and measurable approach.
Co-Authors AA Sudharmawan, AA Abdillah Abdillah Abdul Wahab Abna Hidayati Afando, Afando Ahmad Yusuf Ahsol Hasyim Akmal, Syahril Alhamdani, Ega Aliffia, Viona Alkadri Masnur Amalia, Zikra Amaruddin, Amaruddin Amilia, Winanda Andi Makkulawu Panyiwi Kessi Andri Eka Putra, Andri Eka Anton Soekiman Anugrah, Septriyan Arif Arif Arini, Fitri Dwi Arrahman, Rudi Arvindo, Arvindo As-Syahri, Hidayatullah Ayunda, Widya Azmi, Rahmatul Azrul, Azrul Azwana Azwana Brilyan, Shabra Budi Harianto, Budi DARMANSYAH . Dasmasela, Yehiel H. Dedi Supendra Dewi Murni Diraysidi, Hary Dodi Widia Nanda Efendi, Rihan Effiyaldi, Effiyaldi Eka Fitriani Eldarni Erlanda, Hadrian Fadilah, Neti Rosiana Fahmi, Muhamad Fajrun, Muhammad Fauzi Ahmad Muda Fetri Yeni J Gianti, Ridhoul Wahidi Gusfianora, Fara Hargiani, Fransisca Xaveria Hari Susanto Hasanuddin Hasanuddin Hayati, Diana hendri, nofri Ibrahim Ali Ibrahim Ibrahim Ilham Ilham Irnawati, Baiq Iskandar, M. Yakub Jannah, Tannia Khairuddin, fiddian khairudin, Fiddian Kurnia, Reni Kurniawan, Cahyadi Lorenza, Claudia Lusi Wulandari Mahareni, Yolanda Mahsup, Mahsup Maimunah, Maimunah Malna, Annisya Ammelda Mardiyah Hayati Martin, Rahmadini Triana Mas'ad, Mas'ad Masnur, Al-Kadri Mas’ad, Mas’ad Maulani, Raisha Fadiyah Meldi Ade Kurnia yusri Mohdar, Mohdar Mohdari Mohdari, Mohdari Muhammad Afif MUHAMMAD ALI Muhammad Fadli MUHAMMAD FAHMI Muhammad Ikhwan Munandar, Anas Muslimin Muslimin Mutiara Felicita Amsal Napaldi, Randika Nasrullah Nasrullah Nopriyasman Novrianti Nuraini Nuraini Nurdiansyah, Ali Nurfitriatun, Nurfitriatun Nurin Rochayati Ofianto, Ofianto Oktariza, Nabilla Pramono Pramono Pramudya, Randy Meilano Puriningsih, Feronika Sekar Putri, Juliana Eka Radisya Pratiwi, A. Andini Rahmad Rahmad Rahmayanti, Elsa Rahmi Pratiwi, Rahmi Rahmi Rahmi Rahmi, Ulfia Ramadhanu, Agung Rayendra, Rayendra Ridhoul Wahidi Rifai, Muhamaad Ririn Safitri Rosiana Fadilah, Neti Roza, Yesi Betriana RR. Ella Evrita Hestiandari SARASWATI SARASWATI Sari, Cia Novia Selvanus, Selvanus Siti Hasanah Siti Sanisah Soalihin, Soalihin Sofia Sofia Sofia, Sofia Sonia Maifa Sonia, Gina Sovia, Rini Sugeng, Santoso Swahip, Swahip Syafira Yudha, Nurul Syaifullah Syaifullah SYAMSUL HIDAYAT Tapilatu, Ricardo F. Taufik Hidayat Thomas Frans Pattiasina Titien Agustina Titik Wahyuningsih Varenza, Fannesa Veri, Jhon Wahyudi Wahyudi Wijaya, Delpi Yanfirman, Yanfirman Yemima, Yemima Yuhandri Yuhandri, Yuhandri Yuliani Yuliani Zaenudin Zaenudin Zahira, Sakinah Zen, Zelhendri Ziqri, Aulia Zuliarni Zuliarni Zuwirna, Zuwirna